- Libraries
- sentence-transformers
How to use Content-AI/multilingual-e5-large-instruct-Q8_0-GGUF with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("Content-AI/multilingual-e5-large-instruct-Q8_0-GGUF")
sentences = [
"The weather is lovely today.",
"It's so sunny outside!",
"He drove to the stadium."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3] - Transformers
How to use Content-AI/multilingual-e5-large-instruct-Q8_0-GGUF with Transformers:
# pip install -U transformers accelerate
# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("Content-AI/multilingual-e5-large-instruct-Q8_0-GGUF", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use Content-AI/multilingual-e5-large-instruct-Q8_0-GGUF with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh
# Start a local OpenAI-compatible embeddings server:
llama serve -hf Content-AI/multilingual-e5-large-instruct-Q8_0-GGUF:Q8_0 --embeddings
Install from WinGet (Windows)
winget install llama.cpp
# Start a local OpenAI-compatible embeddings server:
llama serve -hf Content-AI/multilingual-e5-large-instruct-Q8_0-GGUF:Q8_0 --embeddings
Use pre-built binary
# Download pre-built binary from:
# https://github.com/ggerganov/llama.cpp/releases
# Start a local OpenAI-compatible embeddings server:
./llama-server -hf Content-AI/multilingual-e5-large-instruct-Q8_0-GGUF:Q8_0 --embeddings
Build from source code
git clone https://github.com/ggerganov/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-server llama-cli
# Start a local OpenAI-compatible embeddings server:
./build/bin/llama-server -hf Content-AI/multilingual-e5-large-instruct-Q8_0-GGUF:Q8_0 --embeddings
- Llama new
- LM Studio
- Jan
- Ollama
How to use Content-AI/multilingual-e5-large-instruct-Q8_0-GGUF with Ollama:
ollama run hf.co/Content-AI/multilingual-e5-large-instruct-Q8_0-GGUF:Q8_0
- Unsloth Desktop
- Docker Model Runner
How to use Content-AI/multilingual-e5-large-instruct-Q8_0-GGUF with Docker Model Runner:
docker model run hf.co/Content-AI/multilingual-e5-large-instruct-Q8_0-GGUF:Q8_0
- Lemonade
How to use Content-AI/multilingual-e5-large-instruct-Q8_0-GGUF with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/
lemonade pull Content-AI/multilingual-e5-large-instruct-Q8_0-GGUF:Q8_0
Run and chat with the model
lemonade run user.multilingual-e5-large-instruct-Q8_0-GGUF-Q8_0
List all available models
lemonade list
- Atomic Chat
